LeViX User
@levixuser
Senior Machine Learning Engineer turning end-to-end ML into reliable, monitored production.
What I'm looking for
I’m an ML engineer with a strong MLOps side and 5+ years of Python backend experience. I take machine learning solutions from idea to production and keep them running across data pipelines, training, deployment, monitoring, and the infrastructure and APIs underneath—so I ship the serving layer too, not just the model.
In recent years in fintech, I’ve built end-to-end ML pipelines with CI/CD, set up on-prem sandboxes for data scientists, and created orchestration that distributes forecasts to B2B clients. I train on-prem, in the cloud, and on Kubernetes with GPUs, and I run 24/7 observability so issues get caught before customers feel them.
Experience
Work history, roles, and key accomplishments
Built end-to-end ML pipelines with CI/CD for financial forecasting and deployed models to production. Trained on-prem GPU models on Kubernetes and ran 24/7 observability with the Grafana stack to catch issues before customers were impacted.
Machine Learning Engineer
Comcast
May 2023 - Sep 2024 (1 year 4 months)
Delivered streaming ML for incident classification and correlation across B2B clients. Built real-time ingestion and processing pipelines on AWS using Kinesis and Spark and implemented observability with Grafana including model metrics.
Built an LLM-based PDF document extraction system using OCR for scanned/image documents and direct extraction for native PDFs. Fine-tuned LLMs to improve recognition quality, and led a migration from Azure to GCP for performance, scalability, and cost.
Data Scientist
Metroengine
Jul 2019 - Sep 2022 (3 years 2 months)
Developed revenue and demand forecasting models for Tokyo hotels using Facebook Prophet. Built a Django platform to visualize forecast metrics and support investigation of forecast quality.
Software Engineer
4bill
Apr 2017 - Jul 2019 (2 years 3 months)
Developed, maintained, and automated a reporting and statistical management system and enhanced a CRM system for a book retail business. Designed and implemented an end-to-end parking management system including Python/Kivy terminal interfaces, hardware integration via PySerial, NFC payment integration, Flask monitoring, and Django administration, plus an Android inspector app in Java.
Education
Degrees, certifications, and relevant coursework
Donbas State Mechanical Engineering Academy
Master's degree, System Analysis
2021 - 2022
Grade: 97(A)
Earned a Master's degree in System Analysis. Completed coursework and training relevant to system analysis.
Donbas State Mechanical Engineering Academy
Bachelor's degree, System Analysis
2017 - 2021
Grade: 75(C)
Earned a Bachelor's degree in System Analysis. Completed coursework and training relevant to system analysis.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
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